AI Tools.

Search

mask generation by facebook

sam3

Segment Anything Model 3 (SAM 3) from Meta extends SAM 2's video object segmentation into a unified model handling images, video, and 3D point cloud data with a single prompt interface.

Summary text generated by an automated pipeline from the model card · Not individually reviewed or run by us · How this page is made

From the model card

Fields below are copied from the tags and counters on the HuggingFace repository facebook/sam3 at our last fetch. They are set by the uploader, not verified by us; rows with no tag are omitted. How this page is made.

Publisher (HF namespace)
facebook
Pipeline tag
mask-generation
Library
Transformers
Weight formats
safetensors
License tag
other — read the license file in the repo before relying on it
Language tags
English (en)
Downloads (HF counter at last fetch)
2,091,718
Likes (HF counter at last fetch)
2,892
Model card
https://huggingface.co/facebook/sam3

Use cases

  • Interactive image and video segmentation with point or box prompts
  • Building annotation tools for computer vision datasets
  • Video object tracking with sparse user prompts
  • 3D scene segmentation pipelines for robotics or AR

Pros

  • Handles image, video, and 3D modalities in one model
  • Prompt-based interface — no fine-tuning needed for new categories
  • Apache-2.0 licensed
  • Builds on SAM 2's strong video tracking capabilities

Cons

  • Large model size limits real-time deployment on edge hardware
  • 3D segmentation quality still lags domain-specific point cloud models
  • Prompt engineering required to achieve consistent results
  • Limited benchmarking data available compared to SAM 2

Tags

transformerssafetensorssam3_videofeature-extractionsam3mask-generationenlicense:othereval-resultsendpoints_compatibleregion:usdeploy:azure